pipeline
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack — pandas + numpy + scipy +…
This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or
Claude Code
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation --agent claude-code
Codex
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation -a codex -y
Cursor
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation -a cursor -y
Gemini CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation -a gemini-cli -y
GitHub Copilot
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation -a github-copilot -y
OpenCode
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation -a opencode -y
Windsurf
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation -a windsurf -y
name: research-ideation description: This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or mentions research project initiation phase. Provides comprehensive guidance for research startup workflow from idea generation to planning. version: 0.1.0
Supports the complete workflow for the research project initiation phase, from literature review to research question definition, method selection, and research planning.
Systematically brainstorm research ideas using the 5W1H framework:
**Integration with superpowers:brainstorming**: Can invoke the superpowers:brainstorming skill for interactive brainstorming to help rapidly generate and evaluate research ideas.
Systematically search, analyze, and synthesize related literature:
Systematically identify and evaluate research gaps:
**Analysis Dimensions:**
Formulate specific research questions based on literature analysis:
Select appropriate research methods:
Develop detailed research plans:
Use the research-ideation skill in the following situations:
1. **Starting a new research project** - Have research interests but no clear research question yet 2. **Literature review** - Need to systematically understand a research field 3. **Research question formulation** - Need to transform vague ideas into specific research questions 4. **Method selection** - Need to choose appropriate research methods and technical approaches 5. **Research planning** - Need to plan research timeline and resources
Research interest → Idea brainstorming (5W1H) → Literature review → Gap analysis → Define question → Select method → Create plan
**Output Files:**
research-ideation (Research initiation)
↓
Experiment execution (completed by user)
↓
results-analysis (Results analysis)
↓
ml-paper-writing (Paper writing)Through the Zotero MCP server, the research-ideation workflow automates literature management:
## 🔥 力荐 · StatsPAI — Stata 与 R 的 Python 平替,为 AI Agent 而生 🔁 Stata / R 平替:reghdfe、csdid、rdrobust、synth、fixest、did 等常用命令在 Python 中一站式替代,一个 import statspai as sp 搞定 DID / RD / IV / SCM / DML / matching 🤖 面向 Agent 设计:结构化结果对象 + 内置 MCP Server,Claude / Codex
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack — pandas + numpy + scipy +…
Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics…
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack — pandas + numpy + scipy +…
Classical end-to-end empirical analysis workflow in the traditional Stata ecosystem — native Stata + reghdfe + ivreg2 + csdid +…
Classical end-to-end empirical analysis workflow in the modern tidyverse + econometrics R ecosystem — dplyr + tidyr + haven +…
Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready…
Direct browser control via CDP for web interaction: automation, scraping, testing, screenshots, and site/app work. Also covers…
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling…